{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c1d24ffd-bb4d-45f0-b6e9-0798bbaf978b",
   "metadata": {},
   "source": [
    "Chapter 16\n",
    "# 最大k边连通分量\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3d63b796-3d0e-4f45-8148-b900b53d3bfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f54e0eb0-62e8-4fc1-a73c-674eabadc471",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.barbell_graph(8, 0)\n",
    "pos = nx.spring_layout(G, seed = 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "18dacec3-fb1a-4ad6-9e88-5375fd7ed6a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wcuXKCs/19yUaBQIBlJSUMGPGDGzevBkAsGrVKnTv3h1JSUkA3oYyALnfVQaArDwxys60XTl514hmjDH236vRoRwTE4OEhIRSA7xKlISyRCLBuHHjsGPHDuzevRtDhw4F8HbGLQBYvXo1OnXqhO+++w5z5sxBYmJiuef6+xKNf/f06VNoa2vj2LFjePDgAWxsbDB37lzZ/netFFXSxqtXr2LRokVwcnLCiSMHQFL5ng8LBW/XlmaMMVZ91ehQ3r59O4yNjdGjR48y+0pCefr06di+fTt27dolC2QA0NPTw/jx47F27VpkZmZi4cKFMDc3x7Bhw1BUVFSqLvrHEo1/FxcXh5YtW8LV1RU3b97Ejz/+iOXLl2PatGkAKu4p379/H5s2bYKHhwf09PTQtm1bLF26FDo6OuhqZQKBQL7/6aQEtDPTlesYxhhj/60aG8p5eXnw9fXFiBEjoKBQdj3lkue7e/fuxc6dO0u9wlRi+vTpyM/Px4YNG6Cqqoo//vgD8fHxWLRoUalyf1+i8Z/+PvJaTU0Nv/zyC27evAkTExMAwLBhw/Do0SO8evUK+/fvx9ixY2FmZobGjRtj8uTJSE1NxbfffosLFy7gwYMHsLS0xIGVs4Hid/ewSykqQHtjZfmOYYwx9p+qsaF84MABZGVlYeTIkWX2SaVSbNmyBcDbZ73Dhw8vtw4jIyOMHDkSK1euRF5eHuzt7TFnzhwsXLgQMTExsnJ/X6Lx7zIzM3Hv3r0yI68tLCywePFiAMCFCxfQqFEj6OnpYfDgwTh//jxcXV1x+PBhvHr1ChcuXMC8efPw4MEDWFtbY/369ZjmMxkK9yIrHbn9T0U3T2PggH7Izc2t8jGMMcb+WzU2lHfs2AEnJyeYm5uX2k5EmDx5Mk6fPg0A8PT0rLSemTNn4tWrV9i2bRsAYM6cOWjRogWGDRuGgoKCMgO8/i4+Ph7A25m8iAg3btzAihUr0LNnT7i5uQF4O+CrSZMmAABzc3OsX78ea9euhZubG7S1tREXF4dOnTrh66+/RqdOnRAeHo4DBw5AHHsIjo203nkdiAgKz+KxfZoHbt26hcGDB5e5/c4YY6x6qJGhfP/+fZw9exajRo0qtb0kkDdu3IgpU6bItlWmUaNGEIlEWL58OcRiMZSVlfHHH3/g3r17+Omnnyoc4AUAZ8+ehaKiIpYsWQIDAwPY2tpi7ty5ICKMHz8eABAeHo7bt28jPj4eBgYGcHZ2xtChQ3Hr1i1MnDgR9vb2eP36NcLCwrBs2TKIRCIUFRUhMiICO8d0RnutN5AW5gHAX2tD//+nhrIChtnpIj9sPb6fPh07duxASEgIxo8fL1cvmzHG2H/kQ0+mXR38c/EJorcrNU2aNIkA0LZt2+jYsWMEgFJSUt5ZX2JiIgGgrVu3yrYtXbqUBAIB1a9fn7y8vIiIKCsri44cOUJTpkyhZs2aEQACQK1bt6ZZs2bRmTNnKD8/n4iI4uPjCQBduXJFVqdEIqHt27eThoYGCQQCUlVVpRUrVpBYLKZ79+6RqakpmZmZ0cOHD2XHfPXVV9SrTz/yv/qIpvq/XSVqqn/pVaJu375N9erVoxYtWtCGDRsIAM2dO/ffXWTGGGNV8kWvElVcXEwmJiY0btw42TapVEqTJ08uFazHjx8nAPTs2bMq1evu7k7m5uayZRqLi4upefPmBICGDBlCHTt2JEVFRQJADRo0oNGjR5OpqSl9/fXX5dZ3+/ZtAkDnz5+Xbbt48SLZ2dkRALK0tCQAZGdnRwEBAWRsbEyWlpb05MkTWfmS5Sh9fX3f2f6bN29S3bp1yc7Ojn755RcCQOvXr6/Sd2eMMfb+vuhQPnnyZKkeqFQqpSlTphAA2rJli6zciRMnCECpkKtMdHQ0AaAVK1bQunXrqF+/frIQVlZWpgEDBtCGDRvo7t27JJVKqaCggBQVFWnDhg3l1leynGNYWBg9f/6chg0bJutVX7p0iYiILl++TE2bNiUAVKtWLUpMTCxVx/z580lTU7PUHYHK3Lhxg3R1dcne3p4mTJhAAoGAgoODq3QsY4yx9/NFh/KgQYPI2tqapFIpSaVSmjp1KgGgzZs3lypXEt6PHz+utL6XL1+Sn58fjRo1ilRVVQkAKSgoULt27UhBQYE6d+5MAOj06dOUV1hM/lcfkY9fLHmsDiW9vt/TIv+zstvIf/fkyRMCQGPGjCEtLS3S1dWlLVu2UHHx/5eNj4+nunXrkpGREWlqapKenh7t2LGDJBIJSaVSatKkSYU98YrExcVR7dq1qW3btuTu7k4qKip07tw5uepgjDFWdfJk6Gc9xVP+X4ssRN3PQK64GIokQci9bPw48u0MXt999x1Wr16NjRs3lnmHuKJVovLz83HhwgWEhobizJkzsrWQmzdvjj59+iAoKAh79+5FSkoKYmJisH//foiGDMXoVQegeVGCPLEUQgEgJYJ6s07Ycj0X+26FYnQnM/h0tYDCX6OwLl26BADYtm0bJk6ciPnz56NOnTqydsTGxqJ79+5o0KABQkNDUVRUhBkzZmDUqFHYvn07Jk+ejKSkJKxevVqua9ayZUuEhobC2dkZQqEQbdu2hZubGy5cuIDmzZvLVRdjjLEPS0D/TKVyZGVlQUdHB5mZmdDW1v4v2lUpiZSwJvwutp1PRq5Y8lcIAgIQpPR21LFp/j2cXvEtNqxfhwkTJpSpIyQkBC4uLkhOTsbr169x5swZhIaG4vz58ygsLISBgQG6deuG7t27o1u3bjAyMgIAdO7cGYWFhXjz5g1atWqFvft8MXr7RYTff/POtY1dbQwxvV0d/DDjewQHBwMAli9fju+//75UuatXr8LFxQUWFhY4ffo0ateuLdt39uxZTJw4EUlJSVBTU8PTp09L7a+qK1euoHv37rCxsUF2djZev36NqKgo1K9fX+66GGOMVUyeDP3sQlkiJfj4x+F4wvNKyxERmqrn4cTcQbLeaYnHjx9j1apVWLlyJerUqYNXr15BXV0djo6OshC2trYuN2RPnz6Nnj17AngbkHHFRlgdVtW1jQm5l/dD+c4ZLFq0CCNHjsS+ffsgEolkJaKiotCzZ09YW1vj5MmT0NHRKVNLfn4+6tWrh7y8PNSrVw+rVq3CwIED3/mj4J+ioqLg4uICW1tbPHnyBJqamrhw4cJ7hTxjjLHyyZOhn917ymvC774zkIG3t6eT8jWwJvwuMjMzcejQIUyaNAmWlpZo0KCB7Lavl5cXzp49i1evXuHEiROYNm0abGxsKgy4Hj16oE6dOlBTU4NDuw7Yej5ZjtYLoNPWHXEJifj6668BlF6Q4ty5c+jRowfs7Oxw+vTpcgMZeDsLWHZ2Ng4cOAAHBwcMHjwYPXv2xN27Vf1x8Fb79u1x4sQJxMXFwcTEBKmpqejXrx/y8/PlqocxxtiH8VmFcp64WM4QBNacvgm9eoYYMGAATp06ha5duyIoKAgHDhwA8HZ+aycnJ6ioqFSpvoyMDGRlZSE/Px+rDl5Anli+1ZqKBYo4ez8LCgoKEAqFsgUpwsLC0LNnT7Rt2xYnTpyAllbFs3Xt27cPFhYW6Nu3Lw4dOoSjR4/izp07sLa2xs8//yxXqHbq1AnHjx9HXFwcLCwsEB0djSFDhlR5nWfGGGMfzmc10OtofIrcIUgKyvCe9TtGd7VC/fr1QW9HnMsGWiUnJ6OoqEi2/e9/AMps++OPPwAADRo0wN7QaxDqN5drbWOhALiUnAFPB1MoKytDLBbj9OnT6N+/PxwdHXHw4EGoqalVeHx+fj4OHDiA6dOny3rzffr0QdeuXbFkyRIsWbIEe/fuxbp169CrV68qtcnJyQlHjhxB37590aJFCxw5cgQ+Pj5Yt26d3LfEGWOMvb/PKpSj7mfIBnVVFZEUJ2LuYc+vZQd7AUD37t3fqy2PHj1C3cwcqOvLd5yUgJzCYgBv572+fv06vv/+e/To0QP79++HqqpqpccfPXoU2dnZGDJkSKnt6urqWLBgAYYOHYpJkyahd+/ecHd3x6pVq6o0eKtbt244dOgQ3Nzc0KJFC2zYsAFGRkaYM2eOfF+QMcbYe/usBnp9s/sawv58KdcxRATNzAfoqngHTZs2hbm5OVRUVBAfH49p06Zh7969qF+/PgQCwTv/YmNjMX78eGzevBl2dnbw+N9RCBs5AHKsbSwE0NfWEKu9WkFHRwc5OTno168f/P39oaz87qUV3dzckJqaiitXrlT6nQMDAzFt2jRkZWXh559/xrfffgslJaV31n/8+HEMGDAAlpaWSExMxPbt28vMIc4YY6zq5MnQz6qnrKmiKHdPWQBCcX42NvtuRlFREZSUlNCiRQvZesY6Ojro0KFDuWsu/9OqVatgYWGBMWPGQCAQoI/DnzieLoA8N3glRAhctwg3t75BVlYWrKysEBAQUKXAzMjIwMmTJ7FixYpKywkEAnh6eqJXr174+eefMWvWLOzevRsbNmxA586dKz3W1dUV+/fvh4eHBxo3boyxY8eiXr16cHV1leNbMsYYex+f1UCv9ua6cgUyAEAgxPxJQ5GdnY0rV65g5cqVsLa2xvXr1wEAffv2hY6ODjp37ozp06fD398fycnJZSYVSU9PL7NE4+JxHkBx4T/PWCk1JQFa1ipGeHg4AODevXsYMWIEgoOD37nW8f79+0FE71xusoS2tjZWrlyJmJgYaGtrw9HREcOHD0dqamqlx/Xr1w8BAQFITk6GkZERBg0aVGnPnDHG2IfxWd2+zhdL0HpRqFyDvRRRjLifekJLvfTo6gsXLqBTp07YvXs3UlNTce3aNVy7dg0PHz4EAOjq6sLe3h4ODg5wcHBAbGwslixZgmfPnkFPT09Wz+AFu3ElV7fKA6Ic6+Riz0wvDB8+HBERETA0NERubi5u3LgBVVVV9OzZEwMGDEDfvn3LvC/cqVMnaGpq4uTJk1X+/iWkUil27tyJH374AVKpFIsXL8bYsWMrvUMQEBAAb29v1K1bFxKJBFFRUbC0tJT73Iwx9iWr0ZOHrDxzR67JOjIv+qOV0nP4+flBX///R2VdvHgRHTt2RGJiIqysrGTb09LSZAFd8vfy5dvn2GpqaujZs6csqO3t7SFUUESzb5ZB0azNO4O5qXoeTv/shXFjx2DDhg1o2bIlnJycsGbNGty7dw8HDx7EwYMHcenSJSgqKqJLly5wd3dHv379UFhYiEaNGmHPnj0YOnSo3NetRHp6OmbPno1t27bB3t4eGzduhL29fYXl9+3bh6FDh6JWrVqoVasWoqKiYGho+N7nZ4yxL02NnjzEp6sFXG2qFgquNkYI+mUUbt68iVatWiEqKkq2r6K5r+vWrYvevXvj559/xrFjx/DixQsEBAQAeHtb982bN1iyZAm6d++O2rVrw751K2SeXInMi35QEb6tSzaBmFQKEEFDWQHtNF/j9M9emDJ5EjZu3AihUCh7JQoAGjdujBkzZiAqKgpPnz7F6tWrIZVKMXnyZBgbG8PR0RFKSkqwtbX9N5cPenp62Lp1K6KiolBUVIQ2bdpg0qRJeP36dbnlhwwZgl27duHNmzdIS0tD7969kZWV9a/awBhjrHyfXSgrCAVY42WHqc4W0FB+e+u1JASFAgBEQFEBpnZtjDVednDu2hWxsbFo0KABHB0dsWbNGhBRhaH8TwKBAIcPH4aFhQV8fX0RHh6ON2/e4Pbt2/jjjz/e3n7OyUHmBV/cXTYQr06thcLT66grfo5aWfeQG7EVnirX4T/3a0z/bhpWr14tO/ffQ/nvjI2NMXHiRJw5cwapqanYsWMHXr9+DYlEghYtWsDOzg7z58/HzZs339n+irRr1w7R0dFYuXIl9uzZg6ZNm2LPnj3l1jd8+HBs27YNubm5uHXrFtzd3cttN2OMsX/pQy879V8qWSpxqn8sfbP7Kk31j6Vf9oSQQFGFIiIiSpUVi8X07bffEgDy9PSksLAwAkA3btyo9BxpaWmkrKxMy5cvL7MvKSmJ1NTUaMqUKTRjxgxSV1enFStW0DfffEMtWrQggUBAAAgAGRsb05QpU2jv3r2UlJREEomEHB0daciQIe/8nnFxcQSAgoKCKDAwkLy9vUlLS4sAkIWFBc2cOZMuX75MEolEvgv4l2fPnpGXlxcBoM6dO9PNmzfLLbdx40bZ0pXe3t7vfT7GGPuSfNHrKUulUrKwsCCRSFTu/oCAANLU1KSGDRsSAIqPj6+0vhUrVpCysjKlpaWV2l5cXExfffUVWVhYUG5uLqWmppKamhr9/PPPsnbMnj2bAFCjRo3Iy8uLGjduLAtpHR0dqlOnDjVt2pSCg4Pp8ePHJJVKy23D999/T3p6eiQWi2XbCgoK6Pjx4/TNN9+Qnp6eLPgnT55M4eHhVFRUJMdVeys0NJQsLS1JUVGRfvjhB8rOzi5TZu3atbLvMG3aNLnPwRhjX5ovOpSJiJYvX07KysqUnp5e7v5bt27JQnnp0qUV1iOVSqlJkybk5eVVZt9vv/1GQqGQLl68KNvm4+NDtWvXpszMTPrxxx8JANnZ2ZGtra2sTEZGBp0+fZoWLlxI9erVI1VVVVnIGRgYUN++fWn+/Pl08uRJSk9Pp+LiYjI2NqZJkyZV2M6ioiKKiIggHx8fMjExIQCkq6tLI0eOpKNHj1J+fn4VrtpbBQUFtHDhQlJVVSUTExMKDg4u82Ph999/l7X5f//7X5XrZoyxL9EXH8ovX74kZWVl+v333yssExERIQuWqVOnUmFhYYVlzp49W2p7QkICKSsr0w8//FBq++PHj0lJSYk6d+5MAGjFihXk7+9PAOjJkydl6nd3d6eePXvSs2fP6NChQ/Tjjz9S9+7dqXbt2rK2GRoaEgCaPHkyRUZGltt7/TupVEpXr16l2bNnk6WlJQEgTU1N8vT0JH9/f8rKyqr0+BLJycnk6upKAKhXr1507969UvuXLVsma+O+ffuqVCdjjH2JvvhQJiLy8vKipk2bVnhL+Nq1awSAfvjhB1JUVKT27dvT06dPS5URiURkYWFRqg6xWEx2dnZkZWVVpgcqlUrJyspKFshERK9evSKhUEhbtmwpt41du3Yts10qldLdu3fJ19eXmjdvTqqqqrIetVAopObNm9OIESNow4YNdO3atXJ/UJTUk5iYSAsWLKBWrVoRAFJRUaE+ffrQjh07ytySL+/4Q4cOkampKamqqtL8+fNLfeeFCxfKnjGHhoZWWhdjjH2pOJSJKDw8nADQuXPnyt0fHR1NACgmJoaioqLI2NiY9PX1KSwsjIgqHuD1yy+/kIKCAkVHR5faLpFIaNy4cQSABAIBrVu3TravY8eO1K9fvzJtGDZsGHXs2LHC75Cfn0/a2to0d+5cKioqovj4eNq2bRuNGzeOWrVqRYqKigSAlJWVycHBgSZOnEi7du2ixMREKi4uLlPfgwcP6Pfff6eOHTuSQCAgBQUF6tKlC61du7bcnnyJnJwcmj17NikpKZGFhQWdPn1atu+nn36ShX1sbGyFdTDG2JeKQ5ne9vIaN25MQ4cOLXd/bGwsAZCFa2pqKnXt2pWEQiEtWbJE9lz6773JmJgYUlRUpHnz5pWqq7i4mEaOHEkCgYB27NhB3t7eZGpqKhuYtWTJEtLQ0KCCgoJSx40ePZratGlT4XcICgoiAHT79u1y9+fn59OlS5dozZo19PXXX1PTpk1lt5Q1NTXJ0dGRvv/+ewoICKAHDx6U6vE/f/6cNm/eTC4uLrJwb9u2Lf322290586dcs9369Yt6tKlCwGgQYMG0dOnT0kqldKMGTMIAGlpadH9+/cr/D6MMfYl4lD+y7Jly0hFRYUyMjLK7Ct5zejatWuybcXFxbIBWpqamuTu7i7bV1BQQM2bNyc7O7tSt4uLiopo6NChJBQKac+ePUREdOPGDQJAO3fuJCKi+Ph4AkAhISGl2jBp0iRq2bJlhe0fMGAAtW7dWq7v/ObNGwoLC6PffvuNPDw8yNTUVBbUenp61KtXL5o3bx4dPXqUXrx4QUREr1+/pj179pC7uzupqakRALK2tqZ58+bR9evXS4W5VCqlffv2Ub169UhTU5NWrFhBhYWFNHnyZAJAdevWpZcvXxLR/7+y5uP39pU1H79Y8r/6iPIKy/biGWOspuJQ/ktqaiopKSnRqlWryuy7fv06AaCrV6+W2bd48WICQEZGRhQXF0dERDNnziQlJaVS7zWLxWLy9PQkBQUFCggIKFWHm5sbWVpaUnFxMUmlUjIxMaFvv/22VJlp06aRlZVVuW1/9erVOwerVdWLFy/o2LFjNG/ePOrVq5fsFSoAVL9+ffLw8KDffvuNwsLCKCUlhQ4cOEBDhw4lHR0d2Std06dPp4sXL8reTX79+jVNmTKFhEIh2djY0Pnz52nUqFEEgBo0bEi/HU8gq3knqcGsY9Ro9rFSn1bzTtLvoUlULCn/eT9jjNUk8mToZzf3tbw8PT2RkJCAxMTEUnNT37hxA7a2trhy5QratGlT6pghQ4YgKioKtWrVwp9//onp06djyZIlWLRoEWbNmgUAEIvF8PLywrFjxxAQEIABAwaUquPq1ato27YtAgMDMWjQIIwbNw4RERFISkqSlZk1axaCgoJw7969Mu3eunUrxo8fj6dPn37wuaaJCI8ePZLN7X316lXExMQgJycHANCkSRO0adMGdnZ2EAqFuHnzJo4ePYrU1FQYGBhgwIABGDBgAJycnJCQkIAJEybg6tWrGDFiBF6/ycRFsoRG047AO+YCd7UxxBovOygI5Vn8kjHGPi81ekEKeYWFhaFbt244f/48OnbsKNuekJCAFi1a4NKlS/jqq69k29PT02FsbIxFixZh0qRJGDduHPbs2YO6desiOTkZmpqaKCwsxMCBAxESEoLg4GD06dOn3HN3794daWlpiIuLw5EjR9C/f3/cvXsXjRs3BgDMmzcPu3btwuPHj8sc6+TkBCUlJYSGhn7gK1I+iUSCpKSkUgtxXL9+HWKxGIqKirC2toapqSny8/ORmJiIlJQU1K5dG3379kX//v3x7NkzzJs3DyqtB0Cl9YB3BnKJqc4WmNaNV55ijNVcNXpBCnl16dIF5ubm2LJlS6ntFc19/ccffwAARowYATU1NdSpUweKiorIzMyEk5MT/vzzT/Tr1w9nzpzBkSNHKgxkAPjxxx8RHx+PEydOwNnZGcrKyjhx4oRsf0VzXz958gSRkZH/ajUoeSkoKMDKygrDhw/HunXrcOXKFWRnZ+PatWtYs2YN7OzskJycjLCwMKSkpEBFRQUaGho4duwY3N3d8cMPP6BdR0eo2vWpciADwLbzyciXYylOxhiryWp8KAuFQowZMwaBgYF49eqVbHt5oUxE2LJlC9zd3aGnp4ezZ89i9erVWL58OS5duoT09HTY2NggIiICx48fh4uLS6XndnJyQrt27bBo0SJoaGjA0dERx48fl+2vKJT9/Pygqqpa5pb4f01ZWRn29vaYMGECduzYgYSEBGRmZiIyMhKLFi1Chw4dUKtWLQBAfn4+zj/Jh1SoJNc5csUSHIl/9hFazxhjn58aH8rA216vRCLB3r17ZdvKC+Vz584hKSkJ48aNQ3Z2NkaNGgVHR0f4+PjAwsICRkZGICKIxWJERkZCIqm8hycQCDBnzhxcunQJkZGRcHV1RUREBHJzcwEAKioq5Ybyvn374ObmVi0fFWhqaqJz586YPn06/P39cf/+faSlpeHkyZNwcB0CAeRbtUooAC4lZ3yk1jLG2OfliwjlevXqoX///tiyZYsshMsL5S1btsDCwgKOjo74/vvvkZaWhh07diA7OxsuLi5ITExEZGQkFixYgAULFqB3795IT0+v9Ny9e/eGra0tFi1ahN69e0MsFiMsLAxA+T3lhIQE3LhxA0OGDPmQl+CDkkqlePr0Kc6dO4fdu3dj3bp18PPzw7OXGYBAvv9LSQnIKSz+SC1ljLHPi+KnbsB/ZezYsejRowcuXbqE9u3blwnl9PR0BAUFYdGiRTh9+jS2bNmCTZs2oXbt2ujevTvu3r2LM2fOwMHBAR06dECbNm0gEonQqlUrBAUFlRnBXUIgEODHH3+Ep6cnXr9+DQsLC5w4cQJubm5QVlZGUVFRqfWd9+3bhzp16qBnz57/zYUpBxEhIyMDDx48KPfv0aNHpX5MaGhoQCgUQqWLPtRrm0EgVKjyuQQgqCl+Eb8NGWPsnb6YUHZ2dkajRo2wZcuWckO5ZIBX//794eTkhB49esDd3R3Ozs54/PgxwsPDYWdnJ6uve/fuiI2NxaBBg9CxY0esXr0a48ePL/XaVQkPDw80adIEixcvRu/evXHgwAEQEZSVlQG8fb1KRUUFUqkUvr6+GDRokGzfx5Kbm1th6D548ADZ2dmystra2jAzM4OpqSlsbW1hbm6Op0+fIikpCUVFRVBRUYGjoyN021ghNLPqgQy87SkHrJmPvDA9eHt7o0uXLlBQkK8OxhirKb6YUC4Z8DV//nysXLmyVCj/fYDX/PnzkZOTg99++w3Ozs548eIFzp49CxsbmzJ11q9fH+fOncP06dMxceJEREVFYdOmTdDQ0ChVTkFBAbNmzcLIkSOxadMmPHnyBDdv3iwTyhcuXMCTJ08+yKjroqIiPH78uEzYJicn48GDB0hLS5OVVVFRQcOGDdGoUSN06NABQ4cORaNGjWBoaIiXL18iNjYWkZGROHXqFMRiMXR1deHo6IgxY8bAyckJ1tbWEAqFyBdL0HpRKPLkGE2triTE0B6tEOi3Fzt27ICBgQE8PT0hEong4OBQ7o8cxhirqWr8e8p/9+LFC9SvXx8rV66Ei4sLLC0tcfbsWQgEAjg5OWHBggX46aefsGrVKmzevBmvX79GWFgYrKys3lm3r68vxowZAzMzMwQHB8PSsvS7t0VFRWjcuDG++uorHDt2DPPmzYOlpSXc3d2Rnp4OXV1djBs3DqdPn0ZycjKEwspv6UqlUrx48aJM2Jb8PX36FFKpFMDbHyQmJiZo1KhRmT8zMzMYGBhAKBQiLy8PUVFRiIyMREREBK5cuYKioiLo6urCyckJjo6OcHJyQvPmzSts38ozd7A67G4V/xf5//eUiQjR0dHw8/ODv78/nj9/DnNzc3h7e0MkEqFZs2ZVrpMxxqoTnjykEh4eHrhz/yHGLNqMBZsD0MHJGU8f3kfGrSjk3ToHW+tmePDgAfLz8xEeHl4mXCuTmJgId3d3PH/+HLt27YK7u3up/evXr4ePjw+6dOkCsViMWbNmwdXVFSkpKahTpw4MDAwwYcIELF68GADw+vXrcgP3wYMHePjwIQoLC2V1161bt0zYlvxz/fr1y70dnpubWyqEr169iqKiIujp6ZUKYSsrq3f+SCghkRJ8/ONwPOH5O8tWNKOXRCJBZGQkfH19ERQUhMzMTLRs2RIikQheXl6oX79+ldrCGGPVAYdyBSRSwtStp3AkKQdCFTWQVAqBUPj2UyAEFRUASeHAzRMIDwuDubm53OfIysrCN998g6CgIHz//fdYsmQJFBXfPiXIz89Ho0aNYGFhgUuXLmHv3r3w9vbGjh07EBUVhW3btsHZ2Vk2yCozM1NWr6amZpmwLflr2LAhNDU139m2nJycMiFcXFyMunXrlgnhf3PbWCIlrAm/i23nk5ErlkAoePvsuORTQ1kBozuZwaerxTun2CwsLMTJkyfh5+eHI0eOoKCgAJ07d4a3tzcGDhwIPT29924nY4z9FziUy1HlHhwRnMx1sP2bju89JzMRYdWqVZgxYwZat26N77//HllZWXjw4AGOHz+O69evQ6CoAg2rzlBtYAuBshpInI+iZ4lwqCuAecP6ZYJXV1dX7qAsCeGIiAhERETg2rVrKC4uhr6+viyAnZyc0KxZs4/y7Db/r4lBLiVnIKewGJoqimhnpgs3W2OoKcs/mCs7OxuHDh2Cr68vQkNDIRAI4OLiApFIBDc3tyr9MGGMsf8ah3I53vdZZ2WICKmpqeWOXk5OTsbjx49lz3UBwMTEBCb1TXFH2Rward0gVFIF0d9660IhNJQVq9yL/KecnBxcvHhRFsLR0dEoLi5GvXr1SoVw06ZNP/sBVGlpadi/fz98fX1x8eJFqKurw83NDSKRCC4uLh999DpjjFUVh/I/5ImLYb/ojFyjgjWUFRA9pzvE+Tnljl4uea6bn58vO0ZXV7fMM10dHR2sXLkSMTExWPLbUjwwdMKJm88B/PsVlLKzs8uEsEQigYGBQakQbtKkyWcfwpV5+PAh/P394evri4SEBNSuXRuDBg2CSCRCp06dqvw8nDHGPgYO5X8IuPYYMw8kyHcQEfIjt+Pl5UOyTerq6uU+0y3509LSKreq4uJizJkzB5ujnqJWB+/3XkEpKyurVAjHxMTIQrgkgJ2cnGBpaVmjQ7gyN2/ehJ+fH3x9ffHw4UMYGxvDy8sLIpEIdnZ2X+x1YYx9OhzK/zDVPw5Hb6RAKs+0zCRFvYIn6Kf/BlZWVrC1tUWDBg3eu9eVJy5Gy19PQSyteiioKytgsb0EUeffDsyKjY2FRCKBoaFhqRC2sLDgsPkHIsLly5fh6+uLwMBAvHz5Ek2aNJG9YmVhYfGpm8gY+0JwKP/DN7uvIezPl3IdQ0TIv3cVacELZNtUVVWhp6dX7l/dunXLbNPV1YWKigqA9+utExFenVwD7fTEUiHcuHFjDmE5FBcXIzw8HL6+vjhw4ACys7Nhb28PkUgET09PGBkZfeomMsZqMA7lf3ifnrJQADg3roWJdupIT08v9y8tLa3UvxcVFZWpR0tLC3p6elByHIPCetZyLdggAKGruTa2fdOJQ/gDyc/Px/Hjx+Hr64vjx4+jqKgIXbp0gbe3Nzw8PFC7du1P3UTGWA0jT4Z+EdNstjfXxeH4FLmOkRLQzaY+7OxMq1SeiJCdnV1hcIcW1kWhnCsoEQQQKKtxIH9AampqGDhwIAYOHIg3b97g4MGD8PX1xbhx4zBx4kT07t0bIpEIffr0gbq6+qduLmPsC/NF9JTfZ07mktHX7/M+bXnet7fuZmuEVZ527y7M/pUXL14gMDAQvr6+uHLlCjQ1NdG/f3+IRCJ069YNSkpKn7qJjLHPlDwZ+kW8K6KmrIAxnczkOmZ0J7MPFsjA2966XAPN8La33s5M94O1gVXMwMAAPj4+uHz5Mu7du4eZM2ciOjoavXv3hpGRESZNmoQLFy6Ueu+cMcY+tC8ilAHAp6sFXG0Mq1TW1cYQPl0/7OhcN1tjqMsZ8hrKCnCzNf6g7WDvZm5ujrlz5+LWrVuIi4vDqFGjcPToUXTq1AmNGjXCrFmzcOPGDVThJhNjjMnliwllBaEAa7zsMNXZAhp/hWPJvBwlnxrKCpjqbPHOSTveR3XorTP5CAQCtGzZEkuXLsXDhw9x7tw59O7dG9u2bYOtrS1sbGywePFiPHjw4FM3lTFWQ3wRz5T/6UPPyVxVH2IFJfbpFRUVITQ0FL6+vjh06BByc3Px1VdfQSQSYfDgwahXr96nbiJjrBrhV6KqsQ+5ghL79HJzc3H06FH4+vri1KlTkEgk6NatG7y9vTFgwADo6Oh86iYyxj4xDuXPwKfqrbOP59WrVwgODoavry8iIyOhrKyMPn36QCQSoXfv3lBVVf3UTWSMfQIcyox9Yk+fPkVAQAD8/PwQExMDbW1teHh4wNvbG126dJGtsc0Yq/k4lBmrRpKSkmSLZNy9exf16tWDp6cnRCIR2rRpw5PDMFbDcSgzVg0REWJiYuDr6wt/f388f/4cZmZmskUyrKysPnUTGWMfAYcyY9WcRCLBuXPn4Ovri6CgILx58wa2trYQiUTw8vKCqWnVpndljFV/HMqMfUYKCwtx6tQp+Pn54ciRI8jPz0fHjh0hEokwaNAg6OnpfeomMsb+BZ5mk7HPiIqKCvr16wd/f3+kpqZiz5490NLSwpQpU2BoaAhXV1fs27cPOTk5n7qpjLGPjEOZsWpES0sLQ4cOxYkTJ/D8+XOsXr0aWVlZGDp0KPT19eHl5YUjR45ALBZ/6qYyxj4Cvn3N2Gfg0aNH8Pf3h6+vL27cuIHatWtj4MCBEIlE6NSpExQU+N12xqorfqbMWA2WmJgoe8XqwYMHMDIygpeXF0QiEVq1asWvWDFWzXAoM/YFICJcuXIFvr6+CAgIwMuXL2FpaSl7xcrS0vJTN5ExBg5lxr44xcXFOHv2LHx9fREcHIzs7Gy0bt0aIpEInp6eMDbmJUAZ+1Q4lBn7guXn5+PEiRPw9fXF8ePHIRaL4eTkBG9vb3h4eKBOnTqfuomMfVH4lSjGvmBqamrw8PBAcHAwUlNTsWPHDigqKmL8+PEwMDBAv379EBAQgLy8vE/dVMbYP3BPmbEvxIsXLxAYGAhfX19cuXIFGhoa6N+/P0QiEbp37w4lJaVP3UTGaiS+fc0Yq9T9+/fh7++Pffv24fbt29DV1cXgwYMhEonQvn17CIV8E42xD4VDmTFWJUSEGzduwM/PD35+fnj8+DFMTU1lr1i1aNGCX7Fi7F/iUGaMyU0qlSIqKgq+vr4IDAxERkYGrKysIBKJ4O3tDTMzs0/dRMY+SxzKjLF/paioCKGhofDz88PBgweRm5uLtm3bQiQSYfDgwTAwMPjUTWQfWb5YgiPxzxB1PwO54mJoKCuivbku3GyNoabMM8jJg0OZMfbB5OXl4ejRo/D19cXJkychkUjg7OwMkUiEAQMGQEdH51M3kX1AEilhTfhdbDufjFyxBEIBICXIPjWUFTC6kxl8ulpAQciPNqqCQ5kx9lG8evUKBw4cgK+vLyIiIqCsrAxXV1eIRCK4urpCVVX1UzeR/QsSKcHHPw7HE56/s6yrjSHWeNlxMFcBv6fMGPso6tSpg9GjRyM8PBxPnjzB4sWL8ejRIwwcOBD16tXDyJEjERISguLi4k/dVPYe1oTfrVIgA8DxhOdYE373I7foy8OhzBh7L8bGxvjuu+8QHR2NpKQkfPfdd4iKioKLiwuMjY3h4+ODy5cvowo341g1kCcuxtbzyXIds+18MvLFko/Uoi8ThzJj7F+ztLTEzz//jD///BPR0dEYOnQogoOD0a5dO5ibm2POnDlITEz81M1klTgan4I8OQM296/BYOzD4VBmjH0wAoEArVu3xooVK/D48WOcPXsW3bp1w4YNG2BtbQ1bW1ssXboUjx49+tRNZf8QdT8D8j4eFgqAS8kZH6dBXygOZcbYR6GgoAAnJyds2bIFL168wOHDh9GsWTP8+uuvaNiwITp27IgNGzYgLS3tUzf1i/f06VPcvvcAUjmfNEgJyCnk8QMfEocyY+yjU1FRgZubG/z9/fHy5Uvs3bsXOjo68PHxgaGhIXr37o29e/ciOzv7Uzf1i5CZmYnDhw9jypQpaNasGerXr4+4q5cAqVSuekgqwYWzZ7Bq1SqkpKR8pNZ+WfiVKMbYJ5Oeno6goCD4+vri/PnzUFNTQ9++fSESidCzZ0+oqKh86ibWCIWFhbh8+TLOnDmDM2fO4OrVq5BKpWjUqBG6deuGbt26IauuNRaGPJCzZkL9lPO46r8KRUVFvERoBfg9ZcbYZ+fx48fw9/eHr68v4uPjUatWLQwcOBAikQidO3eGggLPIlVVUqkUCQkJshA+d+4c8vLyoKurC2dnZ3Tr1g3Ozs6lpk7NF0vQelGoXIO9NJQVED2nOwpys3Dw4EH4+fkhPDwcCgoKcHFxgbe3N9zc3KCpqfkxvuZng0OZMfZZu3XrFvz8/ODr64vk5GQYGhrKFslo3bo1L5JRjkePHslCOCwsDGlpaVBVVUXnzp1lvWFbW9tKVwBbeeYOVodV/d3jqc4WmNbNstS2kiVC/fz8cPnyZairq6Nv377w9vZ+r7sfNWG6Tw5lxliNQES4evUqfH19ERAQgNTUVFhYWMDb2xsikQhNmjT51E38ZF69eoWzZ8/KgvjevXsQCoWwt7eXhXC7du3kmmXt/2f0SgFQyQ8fIuBxLK6ungj9unoVFnvw4AH8/f3h5+eHhIQE1KpVC+7u7vD29kaXLl0qvftRk6b75FBmjNU4xcXFiIiIgK+vL4KDg5GVlYVWrVpBJBLB09MTJiYmn7qJH1VBQQEuXrwoC+GYmBgQESwtLWUh7OTkhNq1a/+r87xMS4eN9w/Qsu+HYigAIEAgBEklgEAIDWUFDG6hi7Xje6NtmzY4duxYldbfTkxMlC0RmpycjHr16mHw4MHw9vbGV199VeruR02b7pNDmTFWoxUUFODEiRPw9fXFsWPHIBaL4ejoCG9vbwwcOLBGDDKSSCS4fv26LIQvXLiAgoIC6Ovry0LY2dkZpqamH/S8M2fOxPr163Er6S46Dp2GRm17wMLKBvHRV/Bn5BGsnzkKw0ReOHXqFHr37o358+dj7ty5Va6fiHDt2jX4+fkhICAAz58/R8OGDWWPJ2xsbD7IbfTqhEOZMfbFyMzMxKFDh+Dr64szZ85AQUEBPXv2hEgkQt++faGhofGpm1glRITk5GRZCIeHh+PVq1fQ0NCAo6OjLIitra0/2jP1lJQUmJubY8aMGZg0aRIMDAwQGBiIQYMGYcuWLRg3bhy+/vpr/PHHHwCAn3/+GQsWLEBISAi6desm9/kkEgnOnTsHPz8/BAUF4fXr17Bq0RKFvX/9q5deNSUDzqrrM2YOZcbYFyk1NVU2yOjSpUvQ0NBAv379IBKJ0KNHDygpKclV38ceZJSWlobw8HBZED98+BAKCgpo27atLITbtm0LZWXlf32uqpgwYQICAwORnJyMixcvwtXVFcnJyWjUqBHi4uLQqlUr6Ovr48WLFxAIBJBIJOjduzdiY2MRFxf3rx4hiMVihISEYNWRK7hbp63cPzyWutvA0+HD3jX4UDiUGWNfvOTkZPj7+2Pfvn24desWdHV1MWjQIIhEInTo0KHS56Afa5BRXl4ezp8/Lwvh69evAwCsrKxkIezo6PhJ/jt7//59NG3aFIsXL8aMGTMwf/58rFmzBmlpaRAIBCgqKoKGhgaKiopw69YtNGvWDMDbHxatWrWCqakpIiIi5PrhU1hYiKysrFJ/a6OzEZMOUGUDzf5BKADcbI2wytNO7u/9X+BQZoyxvxAREhIS4OvrCz8/Pzx+/Bj169eXPcO0tbX9aIOMiouLERMTIwvhqKgoiMViGBkZlXoubGRk9MG+7/saOnQozp49i3v37kFNTQ1ubm4Qi8U4deqUrEybNm0QHR2N3377DUOGDJEF6eXLl/Hdd9/B2dkZffr0KRO05f1lZ2dDLBaXaUddj5+gbtFW7vZ3a6aPbcMc/tU1+Fg4lBljrBxSqRSXLl2Cr68vAgMDkZ6ejmbNmkEkEsHb2xvm5ub/apAREeHOnTuyED579iwyMzOhpaWFLl26yIK4adOm//m71kVFRWVCseSfb9++jfnz56N3796wsLBAVlYW/Pz8YGhoCH19fVnZly9flhukf6esrIzatWtDW1u7wj8tLa0K9/3vYjpC77ySax5u7ikzxthnrqioCGfOnIGfnx8OHjyInJwcOHzVAa+7zEQRVX1ZAHUlIWZYvMK58LdB/PTpUygpKaF9+/aynrCDgwMUFRXlbiMRIT8/v0o9z38G7T//CgoKKj2XUCiEsbExtLW1oaqqipiYGLRr1w7NmjWTBebdu3fh5+cHFRUVBAYGQldXV7ZPU1MT48ePx6lTpxAdHf1e75BLpVJ8tz4Ih56pA/xM+cNUyBhjn5u8vDwcO3YMa4/H4LFhJ7l6sUSEVyfXwFzwUtYTbt++PaRS6XuF5z//pJUsEqGiolKl3mdlPdXbt2+jW7du2LdvH0QiEQDg8OHD6N+/P548eVJq8Nbt27dhZWUFAIiMjETnzp1LtSc7Oxtt2rSBgoICrly5ItfI99DQUMycORPXE26h4Xf+kAqr/my6Jo2+lv+nG2OM1TDq6uoYPHgwLkot8OxGily3TgVEMGzpiIIre+Dr64tNmzYhNze30mM0NTXLDUsDA4Mq3+bV0tL61wt2EBGGDBkCGxsbeHl5ybZHR0ejXr16MDY2LlW+SZMm0NTUhFQqRWhoaJlQ1tLSQlBQENq0aYPx48fjjz/+eOcPnOvXr2PmzJkICQlB+/btcT4iDH4JmTj6UFrlH0ejO5lV20CWF4cyY4z9JaewWO41hSEQQEevHhz79KlSL1VTU7NKM2D9F86cOYOIiAgcOXKkVJuio6Nhb29fJhRLpvG8d+8eQkJCsGDBgjJ1Nm/eHFu3bsWQIUPQsWNHjBs3rtxzP3r0CHPnzsW+fftgaWmJgwcPol+/foiOjsaO6YOh0X0yNJp2fOdtbFcbQ/h0tXiPb189cSgzxthfNFUUZa89VR1Bv7Y2pg6fivr163+spn1wRIQff/wR7dq1Q58+fUptj46OxqRJk8o9zsHBAfHx8YiOjsarV6/KnT1NJBLhwoUL8PHxQevWrWFvby/b9+rVKyxevBhr165F7dq1sXHjRnzzzTdQVFTE3bt30atXL0iKi9DoeQQ8JwzHhvAkSASKEAoFkEgJQsHb16U+p7mv5VE9fq4xxlg10N5cV+6eMkGAc/u3wdTUFI0aNcK3336L06dPIz8//+M08gM5cOAAoqOjsXjx4lI94sePHyM9Pb1UkP6dg4MDXr9+DalUivDw8ArrX7lyJWxtbTFw4EC8evUKBQUF+N///gdzc3Ns2rQJc+bMwb179zBu3DgoKirixYsXcHFxgVgshqqqKvYHBmC6SzNID8xEy6JbcLM1gsabZNTOTsZSdxtEz+mOad0sa1QgAxzKjDEm42ZrDHU5n00KJWL0aWEIPT09PHz4EGvXrkXPnj1Rq1YtuLi4YOXKlbh16xaqMKb2PyORSDB37lz06NEDTk5OpfZFR0cDQKWhDAAmJiYIDQ2t8BwqKirYv38/srKy0LVrVzRp0gSzZ8+GSCTC/fv3MW/ePNk6y1lZWejVqxdevXqF7Oxs7Ny5Ew0aNMDjx4/x8N4dDO9ogVWednBWuov8sI3wdDCtMc+Q/4lDmTHG/qKmrIAxncyqXJ6IkBd7FPv99mHEiBEIDQ3FpEmToKurC7FYjHPnzmHGjBlo3rw5TE1NMXr0aNkcz5/Snj178Oeff2Lx4sVl9kVHR8PExAQGBgblHtugQQPo6enByMgIISEhlf7YSEpKQu3atREfHw8tLS0kJiZi/fr1qFevnqxMYWEhBgwYgHv37iEvLw+TJ0+Gu7s7gLcjvAGgU6dOAABra2vcvXsXhYWF7/3dqzsOZcYY+xufrhZwtTF8ZzkiQmPlLGRf3g99fX2sXbsWw4cPR4cOHfDixQuEh4dj2LBh0NHRAQDk5OTg8OHDGDRoEPT09NC+fXv8+uuvuHLlCiQSycf+WjKFhYX4+eef4eHhgdatW5fZXzLIqyICgQD29vaQSCR4+PAh7t+/X6ZMXFwcunfvDhcXFxgZGWHkyJG4ffs2njx5UqqcVCrFsGHDcPHiRdSqVQvNmzfH8uXLZfsjIiJgY2MDPb23azZbW1tDIpEgKSnpfb9+tcehzBhjf6MgFGCNlx2mOltA469bpCWPLUs+1ZUVoJQUiufBixF2JhRqampQU1NDgwYN4OXlBRcXF9SrVw+bN2/GixcvcPLkSfTr1082G5ahoSGysrKwYsUKfPXVV9DX14enpyd27NiBZ8+efdTvt2XLFjx9+rTckdMlg7wqC2Xg7S3shw8fQlFRsdQt7IcPH2Lo0KFo1aoVnj59ikOHDuHcuXPYunUrnJ2d4e3tLft+RIRvv/0WQUFB+Oqrr/D69WsEBARAVVVVVl9kZCQcHR1l/968eXMAwM2bN//VNajWqAoyMzMJAGVmZlalOGOM1Qh5hcXkf/URTfWPpW92X6Wp/rHkf/UR5RUW0+3bt0lTU5O8vb0pIyODevfuTQKBgIYNG0bm5uakqKhI33//PWVlZcnqy8/Pp0OHDpGXlxepq6sTAGratCl1796dWrZsSQKBgACQtbU1TZ8+nUJCQig/P/+DfZ/s7GzS19enkSNHlrv/7t27BIBOnTpVaT1HjhwhANSmTRvq378/paen03fffUfKyspkYGBAmzdvpqKiolLHvHz5koyNjalDhw4kFotp8eLFBICGDx9OAGjv3r2lyj958oQAUFBQUKntxsbGNHv27Pf49p+OPBnKocwYY+8pICCAANDatWtJIpHQzz//TACob9++NHfuXFJTUyMjIyPy9fUlqVRa6ticnBzy9/en/v37k4qKCgGgtm3b0siRI8nT05MMDQ0JAKmpqVGvXr1o1apVdPv27TL1yGPRokWkrKxMDx8+LHe/n58fAaC0tLRK63n+/DkBIA8PD1JRUSEdHR3S1NSk+fPnU05OToXHRUVFkaKiIvXo0YMA0MSJE0ldXb3cHwl79+4lAPTy5ctS211cXMjNza0K37b64FBmjLH/yLfffktKSkoUFRVFRERHjx4lHR0dsrCwoJCQEHJ3dycA5OTkRDdv3iy3jjdv3tDu3bupV69epKioSEKhkJydnemXX36hX3/9lbp160bKysoEgExNTWns2LEUHBxMb968qXI7MzIySEdHh3x8fCosM336dGrYsOE76youLqbatWvLevsDBw6k1NTUKrVjzJgxBIC6dOlC1tbW1KxZs3KDfPTo0dS8efNy22hmZlalc1UXHMqMMfYfEYvF1KFDBzI2NpYF0927d8nGxoY0NDQoICCATp06RRYWFqSoqEjTp08vdUv7n9LT02nLli3UtWtXEggEpKSkRK6urrR161bav38/+fj4UJMmTQgAKSgoUIcOHWjBggV09epVkkgkFdY7c+ZM0tDQoBcvXlRYxtHRkQYOHFjhfqlUSidPniQbGxsCQHXr1iUtLS365ZdfqnCl3vaU1dTUyNjYmBQVFUlFRYVu3LhRblkLCwuaOHFime07d+4kAJX2yKsbDmXGGPsPPXv2jPT19alr165UXFxMRG9vT3t7exMAmj59OuXk5NDixYtJXV2dDA0Nad++fe+8FZ2SkkJr1qyh9u3bEwBSVVUld3d3CgwMpFu3btGmTZtowIABpK2tTQBIV1eXvLy8aNeuXZSSklKqHjU1NZozZ06F55JIJKSpqUlLly4td390dDR17dqVAFDnzp1pwoQJpK2tTQMGDKAOHTq88xrdunWL6tSpQ506daKtW7cSADIyMio3XJ89e0YAKDAwsMy+q1evEgC6evXqO89ZXXAoM8bYf+zs2bMkFArpxx9/lG2TSqW0atUqUlBQICcnJ0pNTaVHjx6Rh4cHASBHR0dKSEioUv2PHj2i5cuXU+vWrQkAaWhokEgkoiNHjlB2djadO3eO5syZQ/b29rIBYy1atKAZM2aQm5sb1apVi16/fl1h/bdv3yYAFBYWVmp7cnKy7MdFs2bN6MiRIySVSikkJIQA0C+//EIKCgqV3kp/+vQp1a9fn6ytrSk2Npa0tbXJxcWF1NTU6Ouvvy7z48TX15cAlNurz8nJIQC0c+fOKl236oBDmTHGPoGlS5cSADpy5Eip7ZGRkVSvXj0yNjamy5cvExHR6dOnydLSkhQUFGjatGly/ff17t27tHDhQrK2tiYApKOjQyNHjqTTp09TUVERvXz5knx9fWnYsGFUt25dAiC7Db5mzRq6c+dOmSDcs2cPAZAFd3p6uux5uaGhIW3durXUiOpXr14RAFqxYgUBoEOHDpXb1levXpG1tTWZmppScnIyOTg4kJmZGb1580Y2mGvz5s2ljhk3bhw1a9aswu9vZmZG06dPr/L1+tQ4lBlj7BOQSqXUv39/0tHRoXv37pXa9+zZM2rXrh0pKyvTpk2bSCqVUkFBAS1ZsoTU1dXJwMCA9u7dK/fo6oSEBJo7dy41btyYAJCenh6NHz+eIiIiqLi4mIYOHUp6enq0YMEC6tKlCykpKREAatSoEY0fP54OHjxImZmZ5OPjQxYWFpSXl0dLliwhbW1t0tLSooULF1b4/LZx48bk4+NDjSyaUN9vl5CP39tXx3z83r46lpGZTZ06daI6derQ7du3afr06aSkpFTq1vP48eNJWVmZoqOjZduaNGlC48ePr/A7u7m5kYuLi1zX6VPiUGaMsU/kzZs31LhxY7K1taW8vLxS+woLC2nSpEkEgEaOHCnb//jxYxo4cKDseW1Fg58qI5VKKSYmhmbMmEGmpqYEgPT19QkAzZgxQxb22dnZdPToUZo8ebIsyBUVFUlLS4tMTEyobt26pKCgQFOmTCnzOtI/eXmLqLnXD2Q28xA1mHmUGs0+Rg1mHfv/zxkHSM9pGF2MiqJjx44RAPr9999L1VFQUED29vbUsGFDysjIkL1u5efnV+F5Z8+eTSYmJnJfo09FngzlGb0YY+wD0tHRQXBwMO7cuYOJEyeWmhtaWVkZ69atw+7du+Hn54eOHTvi0aNHqF+/Pvbv34+QkBCkpqbCzs4O06ZNQ2ZmZpXPKxAI0KpVKyxbtgwPHjzAxYsXoampCQUFBSxfvhxmZmaYNWsW7t27B1dXV6xduxZ3797FvXv3MHr0aGRnZ+Pp06dIS0uDjo4OXr16hVOnTiE1NbXc80mkhHTLPshu0AkSgSIgEMhW2JJ9KihD46vB2JoowfARI9CnTx98++23peopWbgiMzMTw4YNw9mzZwGg1Exe/2RtbY2nT5/izZs3Vb4+nwsOZcYY+8BatGiBzZs3Y9euXdi+fXuZ/cOGDUNUVBRevXqF1q1by6aq7N69O27cuIHFixdj69ataNKkCfbs2SP3ClNCoRAKCgpITk7Gjh07EB4eDhcXF2zbtg12dnZo2rQpfv75Z+zfvx+jR4/Gpk2bAADr1q1DREQExo0bh9u3b2PYsGEwMDCAnZ0dZs+ejYiICNlUoWvC7+JuoXapZR8rcvbeG6g7eGDnzp3llm/YsCH27t2L48ePY9WqVbC0tIShYcXzj1tbWwMAEhMT5bounwMBVeF/7aysLOjo6CAzMxPa2tr/RbsYY+yzN2HCBOzcuRMXL14sd/GHV69eQSQSITQ0FIsWLcLMmTNlofX06VNMnz4dgYGB6NixI9avX48WLVqUe558sQRH4p8h6n4GcsXF0FBWRNTBXcj/8zziY69BQeHtHN5FRUUICwvD1q1bcfToURQVFUFFRQWtW7dGVFQUsrKyoKWlJav35cuXCA0NxalTpxASEoKXL19CU1MTjl27I6n5SBTJcbNVVQGIm9ez0iUXf/rpJyxcuBCurq44duxYheUKCwuhoaGB9evXY9y4cVVuw6ciT4ZyKDPG2EdSWFiITp064eXLl4iNjUWdOnXKlJFIJPjll1+wcOFCDBgwALt27Sr139mwsDBMnjwZd+/exaRJkzB//nzZylMSKWFN+F1sO5+MXLEEQsHbW8dCABIiqCoA47tYwqerBRSEAqSnp2PBggXYuHEj9PT04OHhgbS0NAQHB6O4uBgODg7w8vLC4MGDYWJiUqqdUqkU8fHxOH36NPbHPkO6mUuVesl/t9TdBp4OphXuf/78OYyMjKCtrY1bt27B2Ni4wrLNmjVD9+7dsWbNGrna8ClwKDPGWDXx+PFjtGrVCm3atMGxY8cgFJbfuzxy5Ai+/vprGBoa4sCBA7CyspLtE4vFWL16NX799Vdoampi2bJlEA0ZiqkB13E84fk72+DSrC7qPzmD5cuWAgBmzZqFqVOnQl1dHQBgb28PdXV16Onp4cSJEygsLETHjh3h5eWFgQMHllr/OD8/HxP+uILIhzkgVD2UhQLAzdYIqzztKiwTFBSEQYMGwcDAAObm5jh79iyUlJTKLTto0CBkZGQgPDy8ym34VOTJUH6mzBhjH5GpqSn27duHU6dOYdGiRRWWc3Nzw7Vr16CoqIi2bdsiKChItk9ZWRkzZszAn3/+CScnJwwfPhx2X/9YpUAGgFO3XmJlyG2MHDkS9+/fx+zZs2WBLBaLcfPmTQwaNAgHDhxAamoq1q9fD6lUiqlTp8LQ0BDGxsay57zq6uo4ERouVyADb3vwOYXFlZaJiIhA48aNERwcjCtXrmDWrFkVlrW2tq6RSzhyKDPG2Efm4uKCX375BT///DNCQkIqLGdpaYnLly/D1dUVgwYNwg8//IDi4v8PMhMTE/j7++NEyBlkG7ep8vkFAgH0HUVYsmwF9PT0IJVK8eTJE0RERGDRokUoLCzE4cOHYW9vj4YNG2LSpEmIioqCRCKBuro6cnJycPfuXbx8+RK2trawsjSXrS1dVUIBoKmiWGmZyMhIODk5oX379li+fDl+//13BAcHl1vW2toaaWlpePnypXwNqeYqv0KMMcY+iLlz5+Ly5csQiUSIiYlBgwYNyi2nqakJPz8/tGnTBj/88ANiYmLg7++PunXryspk1bIAFBPkOn++WALnb2bidfRxPHjwAIWFhQAgey5cVFQEOzs7DBw4EObm5rK/kufXz58/R1BQEAICAhBzfB/q9PKR65myVEpoUqvifmB6ejpu3ryJmTNnAgCmTp2KqKgojBw5EjY2NrC0tCxVvnnz5gDejsDW19ev+oWo5viZMmOM/UdevXqFVq1aQV9fH+fPn4eKikql5SMiIuDp6QkVFRUEBwfDwcEBADDVPw5Hb6TI3geuEqkUOpn34KTysFToLl++HNHR0YiPj69yVXfuP4TrtgQUyXGzlcT5eLFxBL4ZMQyzZ89G/fr1S+0/cOAAPDw88PjxY9m+rKwsODg4QEVFBZcvX5bdcgeA4uJiaGho4H//+x+mTJlS5XZ8CvxMmTHGqqE6deogODgY8fHxmDZt2jvLOzk5ISYmBkZGRujYsSO2bt0K4O2zWbkCGQCEAjSyaIo5c+bAx8cHrq6uaNq0KeLi4mBvby9XVZbmDTHRuQmAqjdionNTzP/5JwQGBsLc3BwTJ07EkydPZPsjIiJgZmZWKqy1tbURHByM+/fvY8KECaXe11ZUVESzZs1q3HNlDmXGGPsPtW7dGuvWrcPGjRuxZ8+ed5Y3MTFBZGQkRo0ahbFjx2LMmDFQUxLI/UyXpFJciAhDvXr1oK+vj65du2LixImIj49HnTp1kJWVJVd9X9vpQfIgGnjXzVYiOBgoYFr3ppg5cyYePnyIBQsWlAnnyMjIcmfxsra2xqZNm/DHH39g27ZtZfbVtAlE+PY1Y4z9x4gIo0aNQkBAAK5cuQIbG5sqHbdz505MmDABjV2GIceqn9znndZeHybix7h58yZu3ryJ6OhoPHz4ULbf1NQU1tbWpf6aNm0KNTW1MnWNGTMGgfv3Y/rOMOyLfo4CCSAAgSCAUCAAAVCkYhTdPI3HJzbDyNAAgwcPhpeXF9q0aYOcnBysX78e//vf/5CVlYWioiL8/vvvFd5BGD9+PHbt2oWoqCi0atUKALBkyRIsXboUr1+/lvud6f8Sv6fMGGPVXF5eHtq3b4/c3FxER0fLBlS9S0xMDDwGe4EG/AaBkmqVz6ehrIDoOd1Lzai1YcMG2YCqO3fuyML65s2bsrAWCoVo3LhxqaDOz8/H8OHDsXHjRgwZMgSt2nyFVJX6cOgzBDeT7qF1i+YY3vMruNkaQ0VRgCtXrsDf3x+BgYF48eIFGjZsCE9PT3h5ecHMzAyTJk3C3r17oaSkhNGjR5f7zLmgoAAdO3ZERkYGYmNjUbt2bRw9ehRubm548uRJmclOqhMOZcYY+wzcv38frVu3RpcuXXDgwIEq9/bS09PRY/pqZBi2rfIxU50tMK1b6RHMo0aNwo0bNxAdHV2mfHZ2Nm7duiUL6YSEBNy8eVO2QIVAIEDz5s2Rk5ODlJQU1K9fH02aNMH9+/fRq1cvrFy5skydEokE58+fh7+/P4KCgpCRkQFLS0vUqlULT548gY+Pj6znXF44P3z4EK1atUKHDh1w+PBhJN1/gDYDJ6DniG+ho1sXGsqKaG+uCzdb40qn8/yvcSgzxthn4siRI+jXrx+WLVuGGTNmVPk4cVExus3bh0ekW3kwE0H6KAan5nnCqlnTUrtatGiB9u3byxakqIrvvvsO69atww8//ICLFy8iIiICampqyM/PBwAoKChAS0sLHh4epXrX9erVK9XOknm4/f39sWfPHkilUrRo0QIDBgxAXl4eduzYUW44Hz9+HH36usH9p634E0bIKSyGUIC/bpu/naREQ1kBozuZyaYX/dQ4lBlj7DPy448/YunSpQgLC4OTk1OVj5NICRPXH8Wph2IIlFQhFAggIZKFlIayArzt9OE7Zxhev8rA2bNn0bTp22DOzc2FtrY2Nm/ejNGjR1fpfAkJCWjVqhXmzp2LwYMHw97eHl5eXti2bRs2bNiAyZMno127drh58yYsLS2RmJiIgoICAICurq4soG1sbGBtbY3mzZuDiFCnTh1MmTIFaWlpOHLkCPLy8tCqVSsYGBggKioKeXl5GD16NGbNmgUjYxN0mfPHu3+MAHC1McQaL7tPHswcyowx9hkpLi6Gi4sLEhMTERsbCyMjI7mOj0+8jUHTf0O2uhGEKuqwbGSK8QO6yG7jvnz5El27dkV6ejrCw8NhZWWFixcvomPHjoiLi0PLli3feQ6JRIIOHTogKysLUVFR6NSpEyQSCa5duwYNDQ3cv38fjRs3ho+PD9atW4f8/HzZ8pF/f1Z98+ZNJCUlQSKRAHgb1hkZGRg9ejQ6duwIc3NzPHjwAAcPHpTNw92wYUOkpaVBLBbDcfIy3FWxqPK1Ke+2/X+NQ5kxxj4zL1++RKtWrdCwYcNKF2KoSHZ2NkaNGoWgoCA0adIEiYmJsiUbASAtLQ3Ozs5ITU1FWFgYwsLCMHPmTGRnZ1fpXGvXroWPjw8uXLiAPXv2YPfu3bh27ZpsbWMigq6uLvr374+dO3fi9u3bsl75PxUWFsoGlq1atQoJCQkwMDDAgwcPALx9Xm1ubo4mTZpAQUEBjx8/RkJCAkhBCcaT90CoXHY0eEXKG+D2X+PJQxhj7DOjr6+P/fv348qVK7KpJuWhpaWFwMBAtG/fHklJSejZsyfS09Nl++vWrYvw8HAYGhqia9euCA0NRcuWLasUyE+ePMGPP/6ICRMm4NmzZ9i8eTPWrFkjC2TgbZDa29vj6dOnAICkpKQK61NRUYGNjQ28vb1RXFyMgQMHIjk5GdnZ2bh69Sq2b9+Ovn37QiwW49q1a7h+/TokEgk0rBzlGnEOALl/rTX9ueBQZoyxaqJdu3b4/fffsXLlSuzfv1/u4wUCAb7++msIhUJcv34drVu3RkxMjGy/np4ewsLCYGxsjFOnTqFRo0bvrJOIMHHiRGhra2PcuHEYM2YMPD09y30O7eDggBs3bkBLSwt37tx5Z91v3rzB9evXZc/RNTU14eDggJEjR+L3339HSEgIUlJSkJ6ejsjISHRwHwWBHLOIAW8XwriUnCHXMZ8ShzJjjFUjkydPhpeXF0aNGoU///xT7uOtrKwglUrh7++PevXqoUOHDtixY4dsv66uLg4ePAiJRIKjR4/i+vXrlda3f/9+HDt2DKtWrcLo0aOhp6eHLVu2lDvIysHBAampqWjYsGGVQvnChQuQSqXlzuT1d7q6uujcuTOMTBsBAvliqypLRlYnHMqMMVaNCAQCbN26FfXr14eHhwdycnLkOt7KygoA8Pr1a5w7dw7Dhg3DN998g3HjxslWhnr06BEAoGHDhujatStiY2PLrev169fw8fGBu7s7Ll++jPj4eAQEBFT4XLRkwYxatWpVevu6RGRkJIyNjWFmZlal71acnwOQtEplS1RlycjqhEOZMcaqGU1NTRw4cACPHz/GmDFjUIXxuDJ6enqoW7cuEhMToaqqii1btmDr1q3YtWsXOnfujKdPnyI6Ohrq6uqIjIyEhYUFnJ2dS93mLjFjxgwUFBTAzc0Nv//+O5YtW1bp4hXGxsYwNDQEEVWppxwREQEnJ6dKX20iIoSHh6NXr144sHEJCPK93iQloJ2ZrlzHfEocyowxVg01bdoUO3bsgL+/P9atWyfXsVZWVrh165bs30ePHo0LFy7g+fPnaNWqFY4dO4ZWrVpBV1cXISEhaNKkCZydnXHt2jXZMREREdi+fTtmzZqF7777Dn379sXUqVPfeW4HBwe8efMGqampyMzMrLBcVlYWYmNjK7x1XVxcjICAANjb28PZ2RnPnz/Hmu+HQ0POXq+GsgLcbI3lOuZT4lBmjLFqatCgQZg2bRq+++47XLp0qcrH/TOUgbdhGRMTgxYtWiAiIgICgQBEBB0dHYSEhMDKygrdunXDlStXkJ+fj7Fjx6Jjx444fvw41NXVsXPnzipN6eng4CCbN7uy3nLJ8+R/TpaSm5uLtWvXwsLCAl5eXqhTpw5CQkIQFxeHkV8PQUuVDLnuHIzuZFatptx8Fw5lxhirxpYuXYq2bdti0KBBePnyZZWOsbKyQlJSEoqLSw9wqlu3Lvz8/AAA58+fh5eXF3JycqCtrY3Tp0/DxsYG3bt3x/jx4/Ho0SPY2Njg0qVL8PPzg65u1W4BOzg4yJ6DVxbKkZGRMDQ0ROPGjQG8fU973rx5MDU1xbRp09C+fXvExsYiNDQU3bt3h0AgwJEjRxAwbwRMpFW7Dq42hvDpWvWJRqoDDmXGGKvGlJSUEBgYiOLiYtl7ve9iZWWFoqIi3L9/v8y++Ph4AMDq1atx4sQJtG3bFnfu3IGWlhZOnjwJCwsL/PHHH+jatSs2bdqEX3/9FR07dqxye1u3bg3g7WCvd4Wyk5MT7t+/jwkTJqBBgwZYsWIFvv76a9y7dw/79u2DnZ2drPy1a9fg5eWFAf37IWLxcEx1toDGXz3gklk0Sz41lBUw1dmiWkyxKTeqgszMTAJAmZmZVSnOGGPsA4uIiCAFBQWaPXv2O8u+ePGCANCBAwfK7FuyZAlpa2uTRCKhW7duUdOmTUlbW5sOHTpExcXFZG9vT2pqagSAWrduTcXFxXK3tVGjRmRiYkJeXl7l7s/KyiKhUEh2dnYkEAhIX1+fFi5cSBkZGeWWv3//Punr61O7du0oLy9Ptj2vsJj8rz6iqf6x9M3uqzTVP5b8rz6ivEL52/wxyZOhHMqMMfaZWLZsGQGgw4cPV1pOKpVSnTp1aOHChWX2eXh4UJcuXWT/npmZSe7u7gSAevToQQKBgFq3bk1KSkqkpqZGkZGRcrdz8ODBZGBgQHZ2dqW2SyQSOnr0KNnY2BAAatCgAW3evJny8/MrrCs9PZ2aNGlCjRs3prS0NLnbUh3Ik6F8+5oxxj4T33//Pfr3749hw4aVe2u6hEAggJWVFRITE8vsi46OLvVak7a2NoKCgjBr1iyEhIRAW1sbsbGxCA4ORvv27dGrVy9ERETI1U4HBwdkZGTgzp07ICIUFhZi586dsLGxQd++fZGRkQEdHR3cu3cPY8eOhapq+VNnFhQUoH///sjIyMDJkyehp6cnVzs+RxzKjDH2mRAIBNi1axfq1q0LDw8P2RrG5SlvBHZaWhoePXpU7rvGCQkJpRZNMDY2xtGjR9GhQwf07t0bYWFhVW6ng4MDioqKkJubi59++glmZmYYNWoUGjdujPPnz8PU1BQ9e/aEomLFrzdJpVIMHz4c0dHROHr0qGxAWE3HocwYY58RHR0dBAcH486dO5g4cWKFrwdZWVnhzz//lC2RCLztJQMoE8qBgYE4fvw4lJSU0Lp1a5ibm6NDhw4IDAzE4cOH0blzZ/Tp0wdnzpypUhvr1asn++dly5ahV69euHXrFg4fPgw7OztER0e/c2rNWbNmYf/+/fD19cVXX31VpfPWCB/6fjhjjLGPb8+ePQSAtmzZUu7+kJAQAkB3796VbZs/fz7Vrl2bpFKpbFtGRgbp6+uTkZER1a5dmx49ekT5+fn0zTffEACaMGECZWZmUq9evUhVVZVOnz5dYZsSEhJo+PDhpKSkREKhkADQ0qVLy21XYmJihfWsW7eOANDq1aurejmqNR7oxRhjX4AJEyaQsrIyXbt2rcy+p0+flhkU5ubmRt27dy9VbtSoUbLR1v8cQLZlyxZSVlamdu3a0f3798nV1ZVUVFTo5MmTsjJSqZTOnj1LvXr1IgBkYmJCK1asIG9vb1JRUaHvvvuuVJ0//vgj1a1bt9QPg787fPgwCYVCmjZtmtzXo7riUGaMsS9AQUEBOTg4UIMGDcq8TiSVSklHR4eWLFki22ZkZFTqlarw8HACQAoKCuTj41PuOa5cuUImJiakr69PoaGh1LdvX1JWVqbDhw9TYGAg2dvbEwCysbGhPXv2kFgsJiKitWvXkkAgoF69epWqr0OHDjRw4MByz3X16lVSU1MjDw8Pkkgk73VNqiMefc0YY18AFRUVBAUFIScnB0OHDoVU+v8rKJWMwC4Z7JWSkoKUlBTZ8+T8/HyMHj0aqqqqaNGiBZYtW1buOdq0aYOYmBg0b94cPXv2xFdffYWmTZuiX79+GDx4MLS1tXHq1CnEx8dj6NChUFJSAvB2sBcR4ebNm7K68vLycPXq1TJTawJAcnIy+vTpg5YtW2LPnj0QCr/MePoyvzVjjNUQpqam8PX1xalTp7Bw4cJS+/4eyiWrQJUsrzh//nw8fPgQQqEQgYGBUFFRqfAc+vr68PX1Rdu2bTFnzhwkJCTAyMgIioqK8PHxgYuLS5l5sW1tbSEUCvHs2TMUFRUBAC5duoSioqIyg7wyMjLQu3dvaGtr48iRI1BTU/t3F+UzxqHMGGOfuR49euDXX3/FL7/8gtOnT8u2W1lZ4fbt25BKpYiOjoa+vj5MTExw48YNLF++HFKpFNu2bav0daP79+9j0qRJMDMzQ1xcHHr27AlVVVXUrl0bzs7OGDhwIA4ePFjmOFVVVZibm0MqleLBgwcA3k6tqaenJ1vzGfgy30WuDIcyY4zVAHPmzEHPnj0hEonw6NEjAEDjJs0gbNwBY3ZexIH0ujAYMAv+Vx9D9PUISKVSjBgxAt7e3uXWd+3aNQwePBiWlpYIDAzE7Nmz8eTJE5w8eRLXrl1DUVERLl++jK+++gqDBw9GcHBwmTratm0LAEhKSgLwdjnIzp07y25Nf6nvIleGQ5kxxmoAoVCIvXv3QktLCwMHDcb/Tt3CzCtAnV4+CL+XiSythsiqbYHZhxKQ5Twbpq4TsGZt6XWaiQgnT55Ely5d0KZNG8TGxmL9+vV4/PgxfvrpJ9lKUc2bN5c9G75w4QKaNGmCwYMHIzAwsFR9JbepExISkJ+fjytXrpR6nvzFvotcCQ5lxhirIerUqYPAoCA8NnHGuohk5BdJ366bDIHsExBAqKIOWPfGrCNJkEgJYrEYu3fvRosWLdC7d2/k5eUhKCgISUlJGD9+fLnPeHV0dHDgwAEsWrQIt27dgoGBAby9veHv7y8r08KuNTRbdEfgE3V4b4yEtosPCk1aI18swfr167F8+XKsWrUKAwYM+A+vUvUmIHr3atFZWVmlpl9jjDFWPa08cwerw+4AqNqShQ5qabi0ZS6ePXsGV1dX/PDDD+jUqVOZgVuVCQkJgbe3N8RiMXJzc/HHnr1Iq2ePbeeTkVNYDAFJAaEQJJVCIFSAipDw8rw/RtjrY+Xvv7/nN/18yJOhFU88yhhj7LOSJy7G1vPJqGogA8CVTA049+iFH6Z/i+bNm7/XeXv06IGYmBi4u7vjRsJNTNt/AxrNtIG/eugQvF33WCB8+1koFUCnvRcKbQwhkdLnt+bxR8S3rxljrIY4Gp+CPLHk3QX/Rqisjt4TfnrvQC7RsGFDXLx4ER3GLYR604545w8DgQAnbr7AmvC7/+q8NQ2HMmOM1RBR9zMgb6dTKAAuJWd8kPOTghLSdFvIdet72/lk5Mv5Q6Im49vXjDFWQ+QUFkP6zlFCpUmkhCMnQ3B+2WhoaGhAU1NT9lnRP1e07dSdLLl76rliCY7EP4Ong6l8Da+hOJQZY6yG0FRRhFAAuYJZKABM6tVFc7U2yM3NRU5ODjIzM5GSkoKcnBzZtpJ/roxe3++h3qyT7NlxVc9/KTmDQ/kvHMqMMVZDtDfXxeH4FLmOIQgwaWA3eDqMemdZqVSK/Pz8MkFd8s+bbgFJOVUPZODtD4icwmK5jqnJOJQZY6yGcLM1xq/Hbsl1C1lDWQFutsZVKisUCqGhoQENDQ3o6+uX2R9RGIe7N1Lk7qlrqnAUleCBXowxVkOoKStgTCczuY4Z3ckMasry9W4r0t5cV+5n2lIC2pnpfpDz1wQcyowxVoP4dLWAq41hlcq62hjCp6vFBzu3m60x1OUMeHl66l8CDmXGGKtBFIQCrPGyw1RnC2j8FZAlr0mVfGooK2CqswXWeNl90Ik7PnVPvSbgaTYZY6yGyv/rdaNLyRnIKSyGpooi2pnpws3W+KMFoURK8PGPw/GE5+8s62pj+MF/GFRH8mQohzJjjLEPSiIlrAm/i23nk5Erlshe0yr51FBWwOhOZvDpalHjAxngUGaMMVYNfIqeenXEocwYY4xVE/JkKA/0YowxxqoJDmXGGGOsmuBQZowxxqoJDmXGGGOsmuBQZowxxqoJDmXGGGOsmuBQZowxxqoJDmXGGGOsmuBQZowxxqoJDmXGGGOsmlCsSqGSmTizsrI+amMYY4yxmqYkO6swq3XVQjk7OxsAUL9+/X/RLMYYY+zLlZ2dDR0dnUrLVGlBCqlUipSUFGhpaUEgqPnLbDHGGGMfChEhOzsbRkZGEAorf2pcpVBmjDHG2MfHA70YY4yxaoJDmTHGGKsmOJQZY4yxaoJDmTHGGKsmOJQZY4yxaoJDmTHGGKsmOJQZY4yxauL/AFojnTkk2x5bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "plt.figure(figsize = (6,3))\n",
    "nx.draw_networkx(G, \n",
    "                 pos = pos,\n",
    "                 node_size = 88,\n",
    "                 with_labels=False)\n",
    "plt.savefig('哑铃.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1bc3bbce-5d84-44a7-b8cd-749710d9b21c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.is_k_edge_connected(G, k=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9c91b8f0-3a8a-490c-8366-8fe8b9d3c9e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.is_k_edge_connected(G, k=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "003e0704-9738-4b68-bc5c-f91f5fcd0c11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{0, 1, 2, 3, 4, 5, 6, 7}, {8, 9, 10, 11, 12, 13, 14, 15}]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(nx.k_edge_components(G, k=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "be68c622-e373-4e3d-b471-1740baa465c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "list_k_edge_cc = list(nx.k_edge_components(G, k=2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "57402a72-261a-4226-915e-c61693da364a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2,1,figsize = (6,6))\n",
    "\n",
    "for idx in range(2):\n",
    "    \n",
    "    nx.draw_networkx(G, \n",
    "                     pos = pos,\n",
    "                     ax = axes[idx],\n",
    "                     node_size = 88,\n",
    "                     with_labels=False)\n",
    "    nx.draw_networkx_nodes(G, \n",
    "                           pos = pos,\n",
    "                           ax = axes[idx],\n",
    "                           node_color = 'r',\n",
    "                           node_size = 88,\n",
    "                           nodelist = list_k_edge_cc[idx])\n",
    "\n",
    "plt.savefig('最大k边连通组件.svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
